Query by humming

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Query by humming: musical information retrieval in an audio database

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International Multimedia Conference archive
Proceedings of the third ACM international conference on Multimedia table of contents

San Francisco, California, United States

Pages: 231 - 236

Year of Publication: 1995

ISBN:0-89791-751-0

Authors

Asif Ghias	Department of Computer Science, 4130 Upson Hall, Cornell University, Ithaca, NY
Jonathan Logan	Department of Computer Science, 4130 Upson Hall, Cornell University, Ithaca, NY
David Chamberlin	School of Electrical Engineering, 224 Phillips Hall, Cornell University, Ithaca, NY
Brian C. Smith	Department of Computer Science, 4130 Upson Hall, Cornell University, Ithaca, NY

Sponsors

SIGCAPH: ACM SIGCAPH Computers and the Physically Handicapped
SIGGRAPH: ACM Special Interest Group on Computer Graphics and Interactive Techniques
SIGGROUP: ACM Special Interest Group on Supporting Group Work
SIGMIS: ACM Special Interest Group on Management Information Systems
SIGMOD: ACM Special Interest Group on Management of Data
SIGAPP: ACM Special Interest Group on Applied Computing
SIGCHI: ACM Special Interest Group on Computer-Human Interaction
SIGCOMM: ACM Special Interest Group on Data Communication
SIGIR: ACM Special Interest Group on Information Retrieval
SIGLINK: Hypertext, Hypermedia, and Web
SIGMULTIMEDIA: ACM Special Interest Group on Multimedia
SIGWEB: ACM Special Interest Group on Hypertext, Hypermedia, and Web
SIGBIO: ACM Special Interest Group on Biomedical Computing
SIGOPS: ACM Special Interest Group on Operating Systems

Publisher

ACM New York, NY, USA

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Downloads (6 Weeks): 13, Downloads (12 Months): 183, Citation Count: 79

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REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	Ricardo A. Baeza-Yates , Chris H. Perleberg, Fast and Practical Approximate String Matching, Proceedings of the Third Annual Symposium on Combinatorial Pattern Matching, p.185-192, April 29-May 01, 1992
	2	Ricardo A. Baeza-Yates , Gaston H. Gonnet, Fast string matching with mismatches, Information and Computation, v.108 n.2, p.187-199, Feb. 1, 1994 [doi>10.1006/inco.1994.1007 ]
	3	Stephen Handel. Listening: An Introduction to the Perception of Auditory Events. The MIT Press, 1989.
	4	Michael Jerome Hawley. Structure out of Sound. PhD thesis, MIT, September 1993.
	5	Wolfgang Hess. Pitch Determination of Speech Signals. Springer-Verlag, Berlin Heidelberg, 1983.
	6	M. Hirano. Structure and vibratory behavior of the vocal folds. In M. Sawashima and F.S. Cooper, editors, Dynamic aspects of speech production, pages 13-27. University of Tokyo Press, 1976.
	7	L.R. Rabiner J.J. Dubnowski and R.W. Schafer. Real-time digital hardware pitch detector. IEEE Transactions on Acoustics, Speech and Signal Processing, ASSP-24(1):2-8, Feb 1976.
	8	T. Kageyama and Y. Takashima. A melody retrieval method with hummed melody (language: Japanese). Transactions of the Institute of Electronics, Information and Communication Engineers D-II, J77D-II(8):1543-1551, August 1994.
	9	G M Landau , U Vishkin, Efficient string matching with k mismatches, Theoretical Computer Science, v.43 n.2-3, p.239-249, July 1986
	10	A. V. Oppenheim. A speech analysis-synthesis system based on homomorphic filtering. J. Acoustical Society of America, 45:458-465, February 1969.
	11	Alan V. Oppenheim , Ronald W. Schafer, Discrete-time signal processing, Prentice-Hall, Inc., Upper Saddle River, NJ, 1989
	12	R. Plomp. Aspects of tone sensation. Academic Press, London, 1976.
	13	M. M. Sondhi. New methods of pitch extraction. IEEE Trans. Audio Electroacoust. (Special Issue on Speech Communication and Processing-Part II, AU-16:262-266, June 1968.
	14	James D. Wise, James R. Caprio, and Thomas W. Parks. Maximum likelihood pitch estimation. IEEE Trans. Acoustics, Speech, Signal Processing, 24(5):418-423, October 1976.

CITED BY 79

	Yunyue Zhu , Dennis Shasha , Xiaojian Zhao, Query by humming: in action with its technology revealed, Proceedings of the 2003 ACM SIGMOD international conference on Management of data, June 09-12, 2003, San Diego, California
	Erdem Unal , Shrikanth Narayanan , Elaine Chew , Panayiotis G. Georgiou , Nathan Dahlin, A dictionary based approach for robust and syllable-independent audio input transcription for query by humming systems, Proceedings of the 1st ACM workshop on Audio and music computing multimedia, October 27-27, 2006, Santa Barbara, California, USA
	Dacheng Tao , Hao Liu , Xiaoou Tang, K-BOX: a query-by-singing based music retrieval system, Proceedings of the 12th annual ACM international conference on Multimedia, October 10-16, 2004, New York, NY, USA
	Andreas Rauber , Elias Pampalk , Dieter Merkl, Content-based music indexing and organization, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	Charles L. Parker, A tree-based method for fast melodic retrieval, Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries, June 07-11, 2004, Tuscon, AZ, USA
	Pierre-Yves Rolland , Gailius Raškinis , Jean-Gabriel Ganascia, Musical content-based retrieval: an overview of the Melodiscov approach and system, Proceedings of the seventh ACM international conference on Multimedia (Part 1), p.81-84, October 30-November 05, 1999, Orlando, Florida, United States
	Naoko Kosugi , Go Nishimura , Junji Teramoto , Kazuyoshi Mii , Makoto Onizuka , Seiichi Kon'ya , Akira Kojima , Ryoji Kataoka , Takashi Honishi , Kazuhiko Kushima, Content-based retrieval applications on a common database management system, Proceedings of the ninth ACM international conference on Multimedia, September 30-October 05, 2001, Ottawa, Canada
	Goffredo Haus , Emanuele Pollastri, A multimodal framework for music inputs (poster session), Proceedings of the eighth ACM international conference on Multimedia, p.382-384, October 2000, Marina del Rey, California, United States
	Yuen-Hsien Tseng, Crystal (demonstration abstract): a content-based music retrieval system, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.325, August 15-19, 1999, Berkeley, California, United States
	David DeRoure , Steven Blackburn , Lee Oades , Jonathan Read , Neil Ridgway, Applying open hypermedia to audio, Proceedings of the ninth ACM conference on Hypertext and hypermedia : links, objects, time and space---structure in hypermedia systems: links, objects, time and space---structure in hypermedia systems, p.285-286, June 20-24, 1998, Pittsburgh, Pennsylvania, United States
	Tong Zhang , C.-C. Jay Kuo, Heuristic approach for generic audio data segmentation and annotation, Proceedings of the seventh ACM international conference on Multimedia (Part 1), p.67-76, October 30-November 05, 1999, Orlando, Florida, United States
	Seungmin Rho , Byeong-jun Han , Eenjun Hwang , Minkoo Kim, MUSEMBLE: A novel music retrieval system with automatic voice query transcription and reformulation, Journal of Systems and Software, v.81 n.7, p.1065-1080, July, 2008
	Naoko Kosugi , Yasushi Sakurai , Masashi Morimoto, SoundCompass: a practical query-by-humming system; normalization of scalable and shiftable time-series data and effective subsequence generation, Proceedings of the 2004 ACM SIGMOD international conference on Management of data, June 13-18, 2004, Paris, France
	Ning Hu , Roger B. Dannenberg, A comparison of melodic database retrieval techniques using sung queries, Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries, July 14-18, 2002, Portland, Oregon, USA
	Ingo Mierswa , Katharina Morik, Automatic Feature Extraction for Classifying Audio Data, Machine Learning, v.58 n.2-3, p.127-149, February 2005
	Ingo Mierswa , Katharina Morik, Method trees: building blocks for self-organizable representations of value series: how to evolve representations for classifying audio data, Proceedings of the 2005 workshops on Genetic and evolutionary computation, June 25-26, 2005, Washington, D.C.
	Jan O. Borchers, WorldBeat: designing a baton-based interface for an interactive music exhibit, Proceedings of the SIGCHI conference on Human factors in computing systems, p.131-138, March 22-27, 1997, Atlanta, Georgia, United States
	Maureen Mellody , Mark A. Bartsch , Gregory H. Wakefield, Analysis of Vowels in Sung Queries for a Music Information Retrieval System, Journal of Intelligent Information Systems, v.21 n.1, p.35-52, July 2003
	Hideyuki TAKAGI , Toshihiko NODA, Media Converter with Impression Preservation Using a Neuro-Genetic Approach, International Journal of Hybrid Intelligent Systems, v.1 n.1-2, p.49-56, April 2004
	Steven Blackburn , David DeRoure, A tool for content based navigation of music, Proceedings of the sixth ACM international conference on Multimedia, p.361-368, September 13-16, 1998, Bristol, United Kingdom
	Lutz Prechelt , Rainer Typke, An interface for melody input, ACM Transactions on Computer-Human Interaction (TOCHI), v.8 n.2, p.133-149, June 2001
	David De Roure , Samhaa El-Beltagy , Steven Blackburn , Wendy Hall, A multiagent system for content based navigation of music, Proceedings of the seventh ACM international conference on Multimedia (Part 2), p.63-66, October 30-November 05, 1999, Orlando, Florida, United States
	Yuen-Hsien Tseng, Content-based retrieval for music collections, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.176-182, August 15-19, 1999, Berkeley, California, United States
	David C. De Roure , Steven G. Blackburn, Content-based navigation of music using melodic pitch contours, Multimedia Systems, v.8 n.3, p.190-200, October 2000
	Richard L. Kline , Ephraim P. Glinert, Approximate matching algorithms for music information retrieval using vocal input, Proceedings of the eleventh ACM international conference on Multimedia, November 02-08, 2003, Berkeley, CA, USA
	Jyh-Shing Roger Jang , Hong-Ru Lee , Jiang-Chuen Chen , Cheng-Yuan Lin, Research and developments of a multi-modal MIR engine for commercial applications in East Asia, Journal of the American Society for Information Science and Technology, v.55 n.12, p.1067-1076, October 2004
	Erdem Unal , Shrikanth S. Narayanan , Elaine Chew, A statistical approach to retrieval under user-dependent uncertainty in query-by-humming systems, Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval, October 15-16, 2004, New York, NY, USA
	Erdem Unal , S. S. Narayanan , H. H. Shih , Elaine Chew , C. C. Jay Kuo, Creating data resources for designing user-centric frontends for query by humming systems, Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval, November 07-07, 2003, Berkeley, California
	Cheng Yang, Peer-to-peer architecture for content-based music retrieval on acoustic data, Proceedings of the 12th international conference on World Wide Web, May 20-24, 2003, Budapest, Hungary
	Massimo Melucci , Nicola Orio, Musical information retrieval using melodic surface, Proceedings of the fourth ACM conference on Digital libraries, p.152-160, August 11-14, 1999, Berkeley, California, United States
	Charles Parker , Alan Fern , Prasad Tadepalli, Learning for efficient retrieval of structured data with noisy queries, Proceedings of the 24th international conference on Machine learning, p.729-736, June 20-24, 2007, Corvalis, Oregon
	Bozena Kostek , Jaroslaw Wojcik, Machine learning system for estimating the rhythmic salience of sounds, International Journal of Knowledge-based and Intelligent Engineering Systems, v.9 n.4, p.275-284, December 2005
	Cheng Yang, Efficient acoustic index for music retrieval with various degrees of similarity, Proceedings of the tenth ACM international conference on Multimedia, December 01-06, 2002, Juan-les-Pins, France
	Roger B. Dannenberg , William P. Birmingham , George P. Tzanetakis , Colin P. Meek , Ning P. Hu , Bryan P. Pardo, The MUSART Testbed for Query-by-Humming Evaluation, Computer Music Journal, v.28 n.2, p.34-48, June 2004
	Bin Cui , Ling Liu , Calton Pu , Jialie Shen , Kian-Lee Tan, QueST: querying music databases by acoustic and textual features, Proceedings of the 15th international conference on Multimedia, September 25-29, 2007, Augsburg, Germany
	Dionysios Politis , Dimitrios Margounakis , Michail Karatsoris, Image to sound transforms and sound to image visualizations based on the chromaticism of music, Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases, p.309-317, February 20-22, 2008, Cambridge, UK
	Fang-Fei Kuo , Man-Kwan Shan, Looking for new, not known music only: music retrieval by melody style, Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries, June 07-11, 2004, Tuscon, AZ, USA
	Naoko Kosugi , Yuichi Nishihara , Tetsuo Sakata , Masashi Yamamuro , Kazuhiko Kushima, A practical query-by-humming system for a large music database, Proceedings of the eighth ACM international conference on Multimedia, p.333-342, October 2000, Marina del Rey, California, United States
	Jyh-Shing Roger Jang , Hong-Ru Lee, Hierarchical filtering method for content-based music retrieval via acoustic input, Proceedings of the ninth ACM international conference on Multimedia, September 30-October 05, 2001, Ottawa, Canada
	Rodger J. McNab , Lloyd A. Smith , Ian H. Witten , Clare L. Henderson , Sally Jo Cunningham, Towards the digital music library: tune retrieval from acoustic input, Proceedings of the first ACM international conference on Digital libraries, p.11-18, March 20-23, 1996, Bethesda, Maryland, United States
	Yunyue Zhu , Dennis Shasha, Warping indexes with envelope transforms for query by humming, Proceedings of the 2003 ACM SIGMOD international conference on Management of data, June 09-12, 2003, San Diego, California
	Dionysios Politis , Dimitrios Margounakis, A synopsis of sound: image transforms based on the chromaticism of music, WSEAS Transactions on Computers, v.7 n.8, p.1113-1127, August 2008
	Goujun Lu, Indexing and Retrieval of Audio: A Survey, Multimedia Tools and Applications, v.15 n.3, p.269-290, December 2001
	Sahori Imai , Shuichi Kurabayashi , Asako Ijichi , Yasushi Kiyoki, A music retrieval system supporting intuitive visualization by the color sense of tonality, Proceedings of the 24th IASTED international conference on Database and applications, p.153-159, February 13-15, 2006, Innsbruck, Austria
	David C. De Roure , Don G. Cruickshank , Danius T. Michaelides , Kevin R. Page , Mark J. Weal, On hyperstructure and musical structure, Proceedings of the thirteenth ACM conference on Hypertext and hypermedia, June 11-15, 2002, College Park, Maryland, USA
	Qing Li , Sung Hyon Myaeng , Byeong Man Kim, A probabilistic music recommender considering user opinions and audio features, Information Processing and Management: an International Journal, v.43 n.2, p.473-487, March 2007
	Massimo Melucci , Nicola Orio, Combining melody processing and information retrieval techniques: methodology, evaluation, and system implementation, Journal of the American Society for Information Science and Technology, v.55 n.12, p.1058-1066, October 2004
	Olivier Gillet , Gaël Richard, Drum loops retrieval from spoken queries, Journal of Intelligent Information Systems, v.24 n.2, p.159-177, May 2005
	Namunu C. Maddage , Changsheng Xu , Mohan S. Kankanhalli , Xi Shao, Content-based music structure analysis with applications to music semantics understanding, Proceedings of the 12th annual ACM international conference on Multimedia, October 10-16, 2004, New York, NY, USA
	Jia-Lien Hsu , Arbee L. P. Chen , C.-C. Liu, Efficient repeating pattern finding in music databases, Proceedings of the seventh international conference on Information and knowledge management, p.281-288, November 02-07, 1998, Bethesda, Maryland, United States
	Elias Pampalk , Andreas Rauber , Dieter Merkl, Content-based organization and visualization of music archives, Proceedings of the tenth ACM international conference on Multimedia, December 01-06, 2002, Juan-les-Pins, France
	Namunu C. Maddage , Haizhou Li , Mohan S. Kankanhalli, Music structure based vector space retrieval, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
	Chih-Chin Liu , Po-Jun Tsai, Content-based retrieval of MP3 music objects, Proceedings of the tenth international conference on Information and knowledge management, October 05-10, 2001, Atlanta, Georgia, USA
	Jia-Lien Hsu , Arbee L. P. Chen , Hung-Chen Chen , Ning-Han Liu, The effectiveness study of various music information retrieval approaches, Proceedings of the eleventh international conference on Information and knowledge management, November 04-09, 2002, McLean, Virginia, USA
	Esko Ukkonen , Kjell Lemström , Veli Mäkinen, Sweepline the music!, Computer science in perspective, Springer-Verlag New York, Inc., New York, NY, 2003
	Chih-Chin Liu , Chuan-Sung Huang, A singer identification technique for content-based classification of MP3 music objects, Proceedings of the eleventh international conference on Information and knowledge management, November 04-09, 2002, McLean, Virginia, USA
	Shyamala Doraisamy , Stefan Rüger, Robust Polyphonic Music Retrieval with N-grams, Journal of Intelligent Information Systems, v.21 n.1, p.53-70, July 2003
	Shai Shalev-Shwartz , Shlomo Dubnov , Nir Friedman , Yoram Singer, Robust temporal and spectral modeling for query By melody, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	David C. De Roure , Nigel G. Walker , Leslie A. Carr, Investigating link service infrastructures, Proceedings of the eleventh ACM on Hypertext and hypermedia, p.67-76, May 30-June 03, 2000, San Antonio, Texas, United States
	Motoyuki Suzuki , Toru Hosoya , Akinori Ito , Shozo Makino, Music information retrieval from a singing voice using lyrics and melody information, EURASIP Journal on Applied Signal Processing, v.2007 n.1, p.151-151, 1 January 2007
	Michael Wynblatt , Dan Benson , Arding Hsu , Felix Bretshneider , Larry Schessel , Graham Howard, Multimedia Meets the Internet: Present and Future, Multimedia Tools and Applications, v.5 n.1, p.7-32, July 1997
	Rodger J. McNab , Lloyd A. Smith , Ian H. Witten , Clare L. Henderson, Tune Retrieval in the Multimedia Library, Multimedia Tools and Applications, v.10 n.2-3, p.113-132, April 2000
	Peter Knees , Tim Pohle , Markus Schedl , Gerhard Widmer, A music search engine built upon audio-based and web-based similarity measures, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	Silvia Pfeiffer , Stephan Fischer , Wolfgang Effelsberg, Automatic audio content analysis, Proceedings of the fourth ACM international conference on Multimedia, p.21-30, November 18-22, 1996, Boston, Massachusetts, United States
	Alexandra L. Uitdenbogerd , Justin Zobel, Manipulation of music for melody matching, Proceedings of the sixth ACM international conference on Multimedia, p.235-240, September 13-16, 1998, Bristol, United Kingdom
	Greg Aloupis , Thomas Fevens , Stefan Langerman , Tomomi Matsui , Antonio Mesa , Yurai Nuñez , David Rappaport , Godfried Toussaint, Algorithms for Computing Geometric Measures of Melodic Similarity, Computer Music Journal, v.30 n.3, p.67-76, September 2006
	Alexandra Uitdenbgerd , Justin Zobel, Melodic matching techniques for large music databases, Proceedings of the seventh ACM international conference on Multimedia (Part 1), p.57-66, October 30-November 05, 1999, Orlando, Florida, United States
	Yu-Lung Lo , Wen-Ling Lee , Lin-Huang Chang, True suffix tree approach for discovering non-trivial repeating patterns in a music object, Multimedia Tools and Applications, v.37 n.2, p.169-187, April 2008
	Rudi Cilibrasi , Paul Vitányi , Ronald De Wolf, Algorithmic Clustering of Music Based on String Compression, Computer Music Journal, v.28 n.4, p.49-67, December 2004
	Alexandra L. Uitdenbogerd , Justin Zobel, An architecture for effective music information retrieval, Journal of the American Society for Information Science and Technology, v.55 n.12, p.1053-1057, October 2004
	Ross King , Niko Popitsch , Utz Westermann, METIS: a flexible foundation for the unified management of multimedia assets, Multimedia Tools and Applications, v.33 n.3, p.325-349, June 2007
	Emilios Cambouropoulos , Maxime Crochemore , Costas S. Iliopoulos , Manal Mohamed , Marie-France Sagot, All maximal-pairs in step-leap representation of melodic sequence, Information Sciences: an International Journal, v.177 n.9, p.1954-1962, May, 2007
	Atsuo Yoshitaka , Tadao Ichikawa, A Survey on Content-Based Retrieval for Multimedia Databases, IEEE Transactions on Knowledge and Data Engineering, v.11 n.1, p.81-93, January 1999
	Roberto Bresin , Anders Friberg, Emotional Coloring of Computer-Controlled Music Performances, Computer Music Journal, v.24 n.4, p.44-63, December 2000
	Yoshinori Hijikata , Kazuhiro Iwahama , Shogo Nishida, Content-based music filtering system with editable user profile, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Donald Byrd , Tim Crawford, Problems of music information retrieval in the real world, Information Processing and Management: an International Journal, v.38 n.2, p.249-272, March 2002
	Cees G. M. Snoek , Marcel Worring, Multimodal Video Indexing: A Review of the State-of-the-art, Multimedia Tools and Applications, v.25 n.1, p.5-35, January 2005
	Nicola Orio, Music retrieval: a tutorial and review, Foundations and Trends in Information Retrieval, v.1 n.1, p.1-96, January 2006
	Jonathan Foote, An overview of audio information retrieval, Multimedia Systems, v.7 n.1, p.2-10, Jan. 1999

INDEX TERMS

Primary Classification:
H. Information Systems
H.5 INFORMATION INTERFACES AND PRESENTATION (I.7)
H.5.1 Multimedia Information Systems
Subjects: Audio input/output

Additional Classification:
H. Information Systems
H.3 INFORMATION STORAGE AND RETRIEVAL
H.3.3 Information Search and Retrieval
Subjects: Retrieval models

J. Computer Applications
J.5 ARTS AND HUMANITIES
Subjects: Music**

General Terms:
Design, Human Factors, Management, Measurement, Performance, Theory

Keywords:
multimedia databases, musical information retrieval, pitch tracking

Collaborative Colleagues:

Asif Ghias: colleagues

Jonathan Logan: colleagues

David Chamberlin: colleagues

Brian C. Smith: colleagues

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